{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 数据预处理（清洗+集成{规约+变换}+可视化？）\n",
    "\n",
    "1. 统一使用三个字母国家代码\n",
    "   1. 首先确定使用三个字母NOC而不使用Team的充分理由，即大部分NOC对应一个Team,统计结果如下图所示；并且在统计金牌时是以国家为单位，team并无太大意义，故可以删除Team这一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   NOC  Unique Team Count\n",
      "0  AFG                  1\n",
      "1  AHO                  1\n",
      "2  AIN                  1\n",
      "3  ALB                  1\n",
      "4  ALG                  1\n",
      "5  AND                  1\n",
      "6  ANG                  1\n",
      "7  ANT                  1\n",
      "8  ANZ                  2\n",
      "9  ARG                 18\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from data_clean import*\n",
    "delete_team(\"summerOly_athletes.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "2. 缺失值/特殊符号处理\n",
    "    1. \n",
    "3. 算历史奖牌数\n",
    "\n",
    "4. 创建主办国变量\n",
    "\n",
    "5. 整合运动员数据倒每一届里面\n",
    "6. 可视化\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dm",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
